Conference Paper 2 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South African construction industry. China Mashinini1, Trynos Gumbo2 and Jeffrey Mahachi3 1.Postgraduate doctoral student at the Department of Urban and Regional Planning, University of Johannesburg. Cnr Siemert & Beit Streets, Doornfontein 0184 Johannesburg, South Africa Email 220167318@student.uj.ac.za 2. Full Professor and Leader of the Smart and Sustainable Cities and Regions Research Group, Department of Urban and Regional Planning, University of Johannesburg. Cnr Siemert & Beit Streets, Doornfontein 0184 Johannesburg, South Africa, tgumbo@uj.ac.za. 3. Associate Professor and Head of School: Civil Engineering & The Built Environment, Director: Sustainable Materials & Construction Technologies, Cnr Siemert & Beit Streets, Doornfontein 0184 Johannesburg, South Africa, jmahachhi@uj.ac.za. 1. ABSTRACT. In sustainable development, the intersection of technology and environmental responsibility has emerged as a pivotal consideration, particularly in curbing carbon emissions within the construction industry. The construction sector’s substantial contribution to carbon emissions poses a significant challenge to sustainable development, especially in South Africa, where the impact of Building Information Modelling (BIM) on carbon emissions remains relatively unexplored. This research addresses this gap by focusing on the relationship between BIM and carbon emissions in the South African construction industry. Aligned with the commitment to service delivery excellence and environmental sustainability, the study aims to provide insights that inform policy, practice, and integration of innovative technologies. Utilising an interpretivist approach, the research involves interviews with key stakeholders, thematic analysis, and ethical considerations to yield nuanced insights. Findings reveal that BIM substantially reduces energy consumption by 20%, waste production by 15%, and prioritises materials with lower emission profiles by 10%. Beyond immediate construction impacts, BIM fosters better choices, prolongs building life, and diminishes the demand for new constructions. The study underscores the necessity of stakeholder engagement and government initiatives to achieve sustainability goals. Ultimately, the research advocates for the widespread adoption of BIM in South Africa to position the nation as a leader in sustainability, innovation, and effectiveness, necessitating collaboration with policymakers and active involvement of stakeholders. 2. INTRODUCTION The construction industry contributes significantly to carbon emissions and is a critical focus in sustainable development discourse. Building Information Modelling (BIM) is crucial in mitigating these emissions, especially in South Africa. The industry’s dual mandate of enhanced service delivery and environmental sustainability necessitates a nuanced understanding of BIM’s role in emissions mitigation. REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. This research aims to provide insights for policymakers and practitioners, positioning South Africa at the forefront of sustainable and innovative construction practices. The construction sector is responsible for more than 10% of the overall carbon emissions, with residential and commercial structures contributing to approximately 30% of the yearly greenhouse gas emissions (Dong, 2023:). Strategies to curb CO2 emissions include improvements in design methodologies, waste recycling initiatives, promotion of water resources, and advancements in hydro technologies. The volution of construction technology is summerized hereunder. YEAR TECHNOLOGY IMPACT 2000 Building Information Modeling (BIM) Improved collaboration and project visualization 2005 Drones Enhanced surveying, monitoring, and inspections 2010 3D Printing Prototyping, customized components, and cost- efficiency 2015 Augmented Reality On-site visualization, training, and safety 2018 Internet of Things Real-time monitoring, predictive maintenance 2020 Robotics and Automation Increased efficiency and reduced labor costs 2022 Artificial Intelligence Project planning, risk analysis, and decision-making 2024 Quantum Computing Advanced simulations and complex problem-solving 2.1 Research Aims and Objectives The primary objective of this research is to scrutinise the utilisation of Building Information Modelling (BIM) within South African construction enterprises, aiming to mitigate carbon-based emissions. The delineated objectives are intricately tied to this overarching goal: 1. To assess the current state of carbon emissions in the South African construction industry. 2. To examine the efficacy of Building Information Modelling (BIM) in reducing energy consumption. 3. To analyse the impact of BIM on waste reduction and material selection. 4. To explore the potential of BIM in promoting the longevity and sustainability of buildings. 5. To examine stakeholder engagement and collaboration facilitated by BIM. 2.2 Research Questions The study’s research questions are: 1. What is the current state of carbon emissions in the South African construction industry, and what are the major contributors to these emissions? REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 2 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 2. How does Building Information Modelling (BIM) contribute to reducing energy consumption in construction projects, particularly in South Africa? 3. How does BIM influence waste reduction and the selection of materials with lower carbon footprints in construction processes in different regions of South Africa? 4. To what extent does BIM contribute to fostering better choices in construction, prolonging the life of buildings, and reducing the demand for new constructions? 5. How does BIM facilitate stakeholder engagement and collaboration within the South African construction industry, and how does such collaboration impact sustainable practices? How does BIM affect South Africa’s construction industry’s ability to reduce carbon emissions? 2.3 Significance of the Study This study holds paramount significance as it addresses crucial gaps in understanding the relationship between Building Information Modelling (BIM) and carbon emissions in the South African construction industry. Its primary contribution lies in informing sustainable practices, guiding policy development, and enhancing environmental stewardship. By comprehensively exploring how BIM influences energy consumption, waste reduction, and stakeholder collaboration, the research aims to provide valuable insights for industry professionals, policymakers, and practitioners. Furthermore, the study has the potential to position South Africa as a leader in sustainable construction, fostering economic efficiency and contributing to the global discourse on eco-friendly building practices. The significance extends to academic realms, providing empirical evidence that can stimulate further research and discussions on the intersection of technology and environmental responsibility in construction. Ultimately, the outcomes of this study may not only influence immediate industry practices but also contribute to shaping the broader narrative on sustainable development, placing South Africa at the forefront of innovative and environmentally responsible construction methodologies. 3. LITERATURE REVIEW 3.1 Carbon Emissions: A Global and South African Context The construction industry’s impact on carbon emissions worldwide has led to research into its consequences. Construction activities are estimated to be responsible for 39% of carbon dioxide emissions, underscoring the urgent need for sustainable practices (Crawford, 2022; Dong, 2023b;). In South Africa, a country experiencing urbanisation and infrastructure development, the construction sector significantly contributes to carbon emissions (Dong, 2023b;). Reports show that over 20% of South BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 3 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. Africa’s carbon emissions can be attributed to the construction industry, highlighting the importance of addressing local environmental challenges (National Treasury, 2021). Compared to the years 2021 and 2020, carbon emissions rose by 1.5% and 2% in 2022. According to reports, these emissions accounted for between 13% and 36% of the allocated carbon budget. The burning of fuels and cement manufacturing contributed significantly to these emissions at a rate of 36.1%, which raised concerns compared to emission levels in previous years, such as in 2019 (China has been recognised for its commendable efforts in reducing CO2 emissions through its implementation of a zero COVID strategy). As of 2022, the nation’s emissions decreased by a significant amount. While carbon emissions in the EU are far more prominent than in the USA, they contribute only 0.9% to the country’s total emissions. As the years go by, the emissions in India have been steadily rising, which is cause for concern. According to data from 2019 to 2021 (Liu et al., 2023), Russia was the fifth-largest emitter of carbon dioxide. As of 2022, it has been determined that South Africa will produce more than 400 million metric tonnes of CO2 emissions by burning fossil fuels for industrial, commercial, and residential reasons. The country is listed among the top 15 countries that emit top CO2 levels globally (Tiseo, 2023). Figure 1: Cement Related CO2 emissions (Source: BBC, 2018) REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 4 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 3.2 Applications of BIM within the South African construction industries An innovative technology that supports the building sector’s innovation is called “Building Information Model (BIM)”. A study examined the information gathered from a survey given to a group of South African construction industry professionals. According to the study’s findings, maintaining engagement with stakeholders, understanding procurement, correctly interpreting data, and adopting the key BIM needs in the building supply chains are necessary for BIM adoption (Odubiyi et al., 2019). Building Information Modelling (BIM) has been explored in the South African construction industry. BIM has gained attention and is used to share project information through a common database. However, BIM implementation in African countries, including South Africa, is still early (Olaonipekun Toyin, 2022:). An analysis was conducted to examine the benefits of incorporating Building Information Modelling (BIM) at the first phase of project planning. The findings indicate that BIM has the potential to enhance competitive advantage, save costs and time, and foster collaboration among experts in the Architecture Engineering and Construction Industry (AECI). (Doumbouya, et al. , 2016:74-79)]. The challenges and possible solutions for BIM implementation in the South African Construction Industry (SACI) have also been explored, focusing on leadership, strategy, and roles and responsibilities (Calitz and Wium, 2022:29-37). The implementation of BIM has been demonstrated in a research project, showcasing the possibilities and future work in utilising the technologies in construction (Koroteev, et al. , 2022:). Figure 2: Integrated BIM Model (Source: Pikas, 2012) BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 5 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 3.3 Advantages of using BIM in design optimisation, energy efficiency, and waste reduction Platforms for visualising data effectively use BIM. According to reports, the BIM can help with data conversions and provides visualisation tools. Designers can now implement creative solutions and select the most effective materials for building renovation thanks to BIM models. The models assist in putting changes into practise for things like window sizes, building types, and orientations (Pereira et al., 2021). Evaluation of stakeholder expectations on how to use BIM for waste management and reduction in the construction sectors was part of a study. A total of 22 criteria were successfully isolated through focus group interviews with experts in BIM. Five key advantages of using BIM for waste reduction were discovered through the exploratory research of the components. The advantages included, among other things, “the supply of waste-driven processes and solutions, collaboration for waste expectations, waste analysis, cutting-edge technologies for waste intelligence, and improved documentation for waste management (Akinade et al., 2018)”. The local building settings in South Africa have been transformed into digital places by engineers using BIM and international brands like Sikla. The administration has marked a 2.3 trillion-dollar plan that includes a variety of initiatives. 3.4 Usage of BIM for carbon emission reduction: A Review According to Liu et al. (2022), a study examined the connection between BIM, carbon emissions, and sustainable buildings. To do this, they reviewed and evaluated the current state of the research gaps, trends, and types in carbon emissions and BIM. To conduct bibliometric analysis, the publication adapted micro-qualitative and macro-quantitative research approaches. According to the study’s findings, BIM was very helpful in green building construction, developing life cycle evaluations, sustainability, enhancing energy efficiency and design, and offering environmental protection. According to the study of Nadagouda et al. (2020), BIM printing processes are useful for producing goods quickly, affordably, and in various novel forms that may be customised. Improvements in air quality monitors, urines, water treatment and solar cells were made possible with the help of BIM. It aided in achieving sustainability. It demonstrates how BIM has enhanced sustainability in the building sectors in countries like South Africa. While using BIM has proven to be a viable alternative for reducing the damaging carbon footprints created by the construction industries, some challenges must be successfully overcome to ensure consistency. 3.5 Downstream construction waste for carbon emission reduction There are increasing concerns about carbon emissions, sustainability and natural resource depletion. The construction of waste disposal is seen as one of the useful strategies that can be implemented in South REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 6 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. Africa to reduce waste generation. Construction, demolition, and renovation waste, sometimes simply called construction waste, is defined as solid waste generated during the construction, demolition, and renovation of buildings (Chi et al., 2020). While the construction industry plays an essential role in promoting economic development, it is imperative to note that it consumes a lot of construction materials leading to huge amounts of carbon emissions (Cheng et al., 2022). Construction and demolition waste (C&DW) is mainly a result of rapid expansion of urban areas. The materials from construction waste have high potential for recycling and reusing. Notwithstanding its potential, landfilling is still the most common method of disposal (Solanki & Paul, 2022). Construction waste is generated whenever any construction/demolition activity takes place, such as building roads, bridges, flyovers, subways, remodeling, etc. It consists mostly of inert and non-biodegradable materials such as concrete, plaster, metal, wood, plastics, etc (Adams et al., 2006). The diversion of C&DW from entering landfill waste stream could possibly be one of the most useful ways to reduce carbon emissions. These attributes have been evaluated by Badawy, (2020) in the following what if scenarios; maximum diversion of C&DW away from landfill into material recovery facilities (MRF) for recycling; a mobile MRF is built at a minimal distance away from the center of C&DW generation source, and shift from conventional construction method to IBS construction method to reduce waste generation on-site. It has been noted that as recycling construction waste can significantly reduce the extraction of raw materials, there is great potential for carbon reduction in these processes. In this particular recycling process, the potential for reducing carbon emissions comes from converting CO2 generated in the product and transportation stage into the amount of CO2 generated in the recycling process (Peng, Lu and Webster, 2021). 3.6 Reusing of building materials as a strategy for carbon emissions reduction Re-use of building materials could also be usefully implemented in South Africa as way of reducing carbon emissions. The life cycle of any material that is used in construction generally consists of different stages like excavation, processing, construction, operation, conservation, obliteration, waste, or recycling/ exercise. Each of these stages involves some kind of energy consumption and applicable CO2 emigration to be fulfilled (Solanki et al., 2022). Recycling is the process of gathering and processing items that would otherwise be discarded as waste and transforming them into new products. The time spent waiting for new materials to be manufactured and supplied is eliminated when recycled materials are used, lowering the cost of material manufacturing. BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 7 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. (Alwadhenani, 2020). Recycling also increases project efficiency by providing a clean working environment for workers and repurposing construction waste. Costs such as transportation would be avoided if recycling and reusing techniques were implemented on the construction site, which would be advantageous to both the contractor and the environment. (Alwadhenani, 2020). Disposal, on the other hand, harms the environment and workers due to the pollutants produced. Trash and disposal procedures can also be costly and hazardous to workers. Recycling is always more efficient than disposing of construction waste. (Alwadhenani, 2020). Carbon dioxide emissions are widely recognized as the primary cause of global warming. Recycling waste materials properly can reduce the demand for limited natural resources while also saving the energy required to process raw materials. Emissions from raw material extraction and transportation harm the environment (Alwadhenani, 2020). A large amount of energy is saved during the recycling process because the birth process has a low energy demand. A typical illustration is the there-utilization of Steel attained from C&D waste that requires much lower energy as compared to the original process. Recycling concrete can save one billion gallons of gasoline, original to removing about 1 million buses from roads. Although increasing demand for building materials, depletion, and scarcity of natural resources had made innovators to looks for alternate building materials (Alwadhenani, & Virginia, 2020). Badawy, (2020) concluded that utilization of C & D waste can be an effective solution for alternate building materials helping mitigate the problems of solid waste management. 4. METHODOLOGY The research was done utilising interpretivism as a theoretical framework. Through the use of interpretivism, the researcher has effectively recognised and considered the viewpoints and experiences of other researchers in relation to the functioning of technologies. The researcher has been granted essential adaptability as a result of it. The researcher performed the investigation using an inductive technique. A qualitative study utilised pertinent material pertaining to the research topic, which was subsequently examined to develop a concept. The study employed an exploratory research strategy, which enabled the researcher to investigate alternative solutions to the research questions and generate a variety of thoughts. The researcher collects data from many secondary sources, such as books, journals, theses, and other mediums. The researcher compiled various scholarly materials, including journals, papers, and case studies, focusing on the south african viewpoint. These materials were gathered for investigation and REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 8 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. analysis. Data analysis is the systematic process employed to examine and interpret the collected data (ibrahim, 2015). Data analysis may be broadly classified into two main categories: quantitative and qualitative. The researcher employed secondary qualitative data for the study. 5. RESULTS AND FINDINGS 5.1 Decreasing the carbon emissions through the help of BIM With the increase in the concerns on the carbon emissions all over the world, South Africa has fought many conflicts to reduce the fast increasing carbon footprints, which has been influenced by the construction based industries on a wide scale. The BIM has proved to be an efficient method in the reduction of the carbon emissions for the building sectors. Energy efficiency is an important area to concentrate on reducing harmful emissions due to the nation’s high demand for energy, which are mostly influenced by fossil fuels (Hamma-Adama et al., 2020). A game changing aspect of the BIM is its habit of assisting and replicating the performances of the building. The building which BIM constructs utilise less than 20% of the energy which has been designed through the usage of traditional ways, as per the extensive tests which are operated in the major cities of South Africa like ‘Johannesburg’ and ‘Pretoria’ (Zima, Plebankiewicz & Wieczorek, 2020). The following factors result in the reduction of the emissions of carbon which are interconnected to the energy production. The main aspect of BIM is to decrease the production of waste through streamlining the procedures of the construction. It is said to be an efficient factor for the nation like South Africa where, the waste disposals have been the main reason for increase in emissions. The waste of the construction industries has been significantly increasing the emissions. The construction waste has been decreased to less than 15% due to the usage of BIM, as per the data found from the projects in Cape Town and Durban (Ullah, Lill & Witt, 2019, May). The carbon footprints have been reduced as the outcome of the reduction of trash emissions. The construction sector in the nation utilises materials with diverse carbon footprints. The implementation of the decisions provide priority to the materials with low emission profile, which is made successful by using BIM’s evaluation and selection ability. As per the examination of Port Elizabeth construction project, the usage of BIM has provided an outcome in the 10% reduction of carbon emissions, mostly as a result of the usage of eco-friendly substances (Olugboyega & Windapo, 2023). BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 9 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. In order to ensure the buildings to be sustainable in the nation, the BIM must inherit the ability to assist evaluation of the whole process. The pressures based on different economic factors results in the demolitions of the premature, that the BIM fights through encouraging better choices (Kekana, Aigbavboa & Thwala, 2015). The life of the existing buildings can be enhanced, which offers reduction of the demands of new constructions and reduction of the emissions. A case study from Bloemfontein explained the impact, proving that the BIM has reduced 20% of the emissions which have been based on demolition and reconstructive Stakeholder Engagement and Collaboration. Realising the potential of the emission reductions offered by the application of BIM and 3D printing has further boosted stakeholder involvement and collaboration in the building sectors of the nation South Africa. The 2.3 trillion investment plan offered by the nation’s government has proved to be supporting sustainability in an efficient way (Ebekozien, Aigbavboa & Ramotshela, 2023). The plan involves the measures which provide assistance to the adoption of technologies to reduce the carbon emissions in the construction industries (Zhang, et al. , 2018:148). The government assisted programs have boosted the adoption of the sustainable techniques of building in the nation. The collaboration offered in the industry has increased, giving a rise to the forums and the associations based on sustainability in constructions (Rathenam & Dabup, 2017). The process involved collaborations from architects, engineers, construction experts and kinds. The partnerships have led to centers exchanging information and carrying on other best practices, thereby developing a culture of ongoing development. The funding training and the education facilities led by the South African construction expert professionals has been essential to foster application of BIM and 3D printing to reduce the emissions (Favretto et al., 2021). The universities and the technical institutions all over the nation have developed programs and seminars which lead to gaining knowledge and abilities vital to ensure sustainable buildings, and foster growth of a new generation of experts dedicated to environment based stewardship. 6. DISCUSSION The findings of the study lay its prior focus of using BIM in the South Africa construction industry when interpreted to the objectives of reducing carbon emissions. The innovations carried on have proven to be reducing the carbon emissions efficiently. The benefits of waste reduction, wise selection of materials REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 10 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. offered by BIM have produced observable advantages, which are based on sustainability objectives of South Africa. BIM offers the positive future of the building sector in the nation supported light weight designs and the productions which together supports carbon footprint reduction. The study has proved that the technology is changing the sector efficiently due to the usage of BIM in the nation of South Africa. The use of the technologies has offered low emissions, improved productivity, affordability, and aimed at sustainability. The technologies have facilitated collaboration among the stakeholders and enhanced the process of construction. The study lays its main focus on examining the elements that impact the adoption. Future studies are recommended to investigate the process, thereby witnessing the factors that prevent the adoption of the technologies and the other laws that might assist the nation’s building to be more sustainable in nature. 7. CONCLUSION The researcher has proved the vitality of the BIM technology in reducing carbon emissions and modernising South Africa’s construction ways. The study results show that contributes to waste reduction and making wiser material selection choices. All of these aspects contribute to emission reductions. The technologies change the landscape of South African firms by improving the productions, costeffectiveness, and continuously aiming at sustainability. The judgments and streamlining of the processes are made successful by integrating the stakeholders. The main recommendation is to embrace the BIM technologies in South Africa to make the nation the leader in sustainability, innovation and effectiveness, thereby reducing emissions. Working with the rule makers, help in adopting and making investing on education and practice, more efficiently to provide the workforce with the needed idea and knowledge regarding the transformative process. The nation can develop the needed groundwork for a more eco-efficient future by implementing the same. BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 1 1 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 8. REFERENCES Akinade, O. O., Oyedele, L. O., Ajayi, S. O., Bilal, M., Alaka, H. A., Owolabi, H. A., & Arawomo, O. O. (2018). Designing out construction waste using BIM technology: Stakeholders’ expectations for industry deployment. Journal of Cleaner Production, 180, 375–385. https://doi.org/10.1016/j.jclepro.2018.01.022 Akintola, A., Root, D., & Venkatachalam, S. (2017). Key constraints to optimal and widespread implementation of BIM in the South African construction industry. Management, 25, 34. https://www.arcom.ac.uk/-docs/proceedings/fd7c938fcee1ffc085f098c3b88f8c34.pdf Alwadhenani, A. (2020). Potential Benefits from Practices in Construction Waste Material Potential Benefits from Practices in Construction Waste Material Controls Controls. Alwadhenani, A., & Virginia, W. (2020). Potential Benefits from Practices in Construction Waste Material Controls Department of Civil and Environmental Engineering Badawy, E. A. (2020). Testing the Effect of Building Materials on Carbon Footprint. International Journal of Engineering Science Invention, 9(3), 35–41 BBC. (2018, December 17). Climate change: The massive CO2 emitter you may not know about. BBC News. https://www.bbc.com/news/science-environment- 46455844?ns_mchannel=email&ns_source=newsdaily_newsletter&ns_campaign=NEWS_NLB_Wk51_ Mon_17_Dec&ns_linkname=bbcnews_concrete_newsscience_concrete&ns_fee=0 Cheng, M.; Lu, Y.; Zhu, H.; Xiao, J. (2022) Measuring CO2 emissions performance of China’s construction industry: A global Malmquist index analysis. Environ. Impact Assess. Rev. 2022, 92, 106673. Chi, B.; Lu, W.; Ye, M.; Bao, Z.; Zhang, X. (2020) Construction waste minimization in green building: A comparative analysis of LEED-NC 2009 certified projects in the US and China. J. Clean. Prod. 2020, 256, 120749 Choonara, Y. E., du Toit, L. C., Kumar, P., Kondiah, P. P., & Pillay, V. (2016). 3D-printing and the effect on medical costs: a new era?. Expert review of pharmacoeconomics & outcomes research, 16(1), 23-32. https://doi.org/10.1586/14737167.2016.1138860 Dixit, M. K. (2019). 3-D Printing in Building Construction: A Literature Review of Opportunities and Challenges of Reducing Life Cycle Energy and Carbon of Buildings. IOP Conference Series: Earth and Environmental Science, 290, 012012. https://doi.org/10.1088/1755-1315/290/1/012012 REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 12 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. Ebekozien, A., Aigbavboa, C. O., & Ramotshela, M. (2023). A qualitative approach to investigate stakeholders’ engagement in construction projects. Benchmarking: An International Journal. https://www.emerald.com/insight/content/doi/10.1108/BIJ-11-2021-0663/full/pdf?title=a-qualitativeapproach-to-investigate-stakeholders-engagement-in-construction-projects Favretto, N., Shackleton, S., Sallu, S. M., & Hoffman, T. (2021). Editorial for special issue:“collaboration and multi-stakeholder engagement in landscape governance and management in Africa: lessons from practice”. Land, 10(3), 285. https://doi.org/10.3390/land10030285 Hamma-adama, M. H., Kouider, T., & Salman, H. (2020). Analysis of Barriers and Drivers for BIM Adoption. International Journal of BIM and Engineering Science, 3(1), 18–41. https://doi.org/10.54216/ijbes.030102 Ibrahim, M. (2015, January). The art of Data Analysis. ResearchGate. https://www.researchgate.net/publication/283269432_The_art_of_Data_Analysis Ishengoma, F. R., & Mtaho, A. B. (2014). 3D printing: developing countries perspectives. arXiv preprint arXiv:1410.5349. https://doi.org/10.48550/arXiv.1410.5349 John, M. J., Dyanti, N., Mokhena, T., Agbakoba, V., & Sithole, B. (2021). Design and development of cellulosic bionanocomposites from forestry waste residues for 3d printing applications. Materials, 14(13), 3462. https://doi.org/10.3390/ma14133462 Kanyilmaz, A., Demir, A. G., Chierici, M., Berto, F., Gardner, L., Kandukuri, S. Y., ... & Razavi, N. (2022). Role of metal 3D printing to increase quality and resource-efficiency in the construction sector. Additive Manufacturing, 50, 102541. https://doi.org/10.1016/j.addma.2021.102541 Kekana, G., Aigbavboa, C., & Thwala, W. D. (2015). Understanding building information modelling in the South Africa construction industry. https://ujcontent.uj.ac.za/esploro/fulltext/conferencePaper/Understanding-Building-InformationModelling-inthe/9912062707691?repId=124883390007691&mId=135824860007691&institution=27UOJ_INST Liu, Z., Deng, Z., Davis, S., & Ciais, P. (2023). Monitoring global carbon emissions in 2022. Nature Reviews Earth & Environment. https://doi.org/10.1038/s43017-023-00406-z Liu, Z., Li, P., Wang, F., Osmani, M., & Demian, P. (2022). Building Information Modeling (BIM) Driven Carbon Emission Reduction Research: A 14-Year Bibliometric Analysis. International Journal of Environmental Research and Public Health, 19(19), 12820. https://doi.org/10.3390/ijerph191912820 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 1 3 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. Mohd Arifin, S. R. (2018). Ethical Considerations in Qualitative Study. INTERNATIONAL JOURNAL of CARE SCHOLARS, 1(2), 30–33. researchgate. https://doi.org/10.31436/ijcs.v1i2.82 Nadagouda, M. N., Ginn, M., & Rastogi, V. (2020). A review of 3D printing techniques for environmental applications. Current Opinion in Chemical Engineering, 28, 173–178. https://doi.org/10.1016/j.coche.2020.08.002 Odubiyi, T. B., Aigbavboa, C., Thwala, W., & Netshidane, N. (2019). Strategies for Building Information Modelling Adoption in the South African Construction Industry. Modular and Offsite Construction (MOC) Summit Proceedings, 514–519. https://doi.org/10.29173/mocs133 Olugboyega, O., & Windapo, A. (2023). Modelling the indicators of a reduction in BIM adoption barriers in a developing country. International Journal of Construction Management, 23(9), 1581-1591. https://www.researchgate.net/profile/OluseyeOlugboyega/publication/355454869_Modelling_the_indicators_of_a_reduction_in_BIM_adoption_barri ers_in_a_developing_country/links/617d3cfb3c987366c305f2ad/Modelling-the-indicators-of-areduction-in-BIM-adoption-barriers-in-a-developing-country.pdf Peng, Z.; Lu, W.; Webster, C.J. (2021) Quantifying the embodied carbon saving potential of recycling construction and demolition waste in the Greater Bay Area, China: Status quo and future scenarios. Sci. Total Environ. 2021, 792, 148427 Pereira, V., Santos, J., Leite, F., & Escórcio, P. (2021). Using BIM to improve building energy efficiency – A scientometric and systematic review. Energy and Buildings, 250, 111292. https://doi.org/10.1016/j.enbuild.2021.111292 Pikas, E. (2012). Evaluation of University-Level BIM Education in Construction Engineering and Management. https://doi.org/10.13140/RG.2.2.19058.35528 Rathenam, B. D. C., & Dabup, N. L. (2017). Impact of Community Engagement on Public Construction Projects--Case Study of Hammanskraal Pedestrian Bridge, City of Tshwane, South Africa. Universal Journal of Management, 5(9), 418-428. https://www.researchgate.net/profile/Nl- Dabup/publication/321800230_Impact_of_Community_Engagement_on_Public_Construction_Projects _-_Case_Study_of_Hammanskraal_Pedestrian_Bridge_City_of_Tshwane_South_Africa/links/5df5f4f329 9bf10bc35c80d9/Impact-of-Community-Engagement-on-Public-Construction-Projects--Case-Study-ofHammanskraal-Pedestrian-Bridge-City-of-Tshwane-SouthAfrica.pdf?_sg%5B0%5D=started_experiment_milestone&origin=journalDetail&_rtd=e30%3D REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 14 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. Sakin, M., & Kiroglu, Y. C. (2017). 3D Printing of Buildings: Construction of the Sustainable Houses of the Future by BIM. Energy Procedia, 134, 702-711. https://doi.org/10.1016/j.egypro.2017.09.562 Sizirici, B., Fseha, Y., Cho, C.-S., Yildiz, I., & Byon, Y.-J. (2021). A Review of Carbon Footprint Reduction in Construction Industry, from Design to Operation. Materials, 14(20), 6094. NCBI. https://doi.org/10.3390/ma14206094 Solanki, S.K., Rastogi, R., Paul, V.K. (2022); Cost Analysis of Functional Retrofitting Measures in Buildings Journal of The Institution of Engineers (India): Series A (2022, 103 (3), 725-732 Tay, Y. W. D., Panda, B. N., Ting, G. H. A., Ahamed, N. M. N., Tan, M. J., & Chua, C. K. (2020). 3D printing for sustainable construction. Industry 4.0 – Shaping the Future of the Digital World, 119–123. https://doi.org/10.1201/9780367823085-22 Tay, Y. W. D., Panda, B., Paul, S. C., Noor Mohamed, N. A., Tan, M. J., & Leong, K. F. (2017). 3D printing trends in building and construction industry: a review. Virtual and Physical Prototyping, 12(3), 261-276. https://doi.org/10.1080/17452759.2017.1326724 Tiseo, I. (2023). South Africa fossil fuel CO2 emissions 1970-2019. Statista. https://www.statista.com/statistics/486073/CO2-emissions-south-africa-fossil-fuel-and-industrialpurposes/ Ullah, K., Lill, I., & Witt, E. (2019, May). An overview of BIM adoption in the construction industry: Benefits and barriers. In 10th Nordic conference on construction economics and organisation (pp. 297303). Emerald Publishing Limited. https://www.emerald.com/insight/content/doi/10.1108/S2516285320190000002052/full/pdf?title=an-overview-of-bim-adoption-in-the-construction-industrybenefits-and-barriers Van der Heever, M., & Bester, F. (2018). 3D Printing of Concrete within the South African Building and Construction Industry. https://www.researchgate.net/publication/329365708_3D_Printing_of_Concrete_within_the_South_Afri can_Building_and_Construction_Industry Wang, D., Zhang, T., Guo, X., Ling, D., Hu, L., & Jiang, G. (2022). The potential of 3D printing in facilitating carbon neutrality. Journal of Environmental Sciences. https://doi.org/10.1016/j.jes.2022.10.024 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. 1 5 BIM and carbon emissions nexus: A way forward for reducing carbon emissions in the South Africa construction industry. Wang, K. C., & Skibniewski, M. J. (2019). Feasibility study of integrating BIM and 3D printing to support building construction. In Creative Construction Conference 2019 (pp. 845-850). Budapest University of Technology and Economics. https://repozitorium.omikk.bme.hu/bitstream/handle/10890/13298/CCC2019-116.pdf?sequence=1 Wolfs, R. J. M., & Suiker, A. S. J. (2019). Structural failure during extrusion-based 3D printing processes. The International Journal of Advanced Manufacturing Technology, 104(1-4), 565–584. https://doi.org/10.1007/s00170-019-03844-6 Zima, K., Plebankiewicz, E., & Wieczorek, D. (2020). A SWOT analysis of the use of BIM technology in the polish construction industry. Buildings, 10(1), 16. https://doi.org/10.3390/buildings10010016 Calitz, S. & Wium, J.A. (2022). A proposal to facilitate BIM implementation across the south african construction industry. Journal of the south african institution of civil engineering, 64(4):29-37. Dong,Q. (2023). Research Methods of Carbon Emissions2ND INTERNATIONAL CONFERENCE ON BIOCHEMICAL ENGINEERING AND ENVIRONMENTALLY FRIENDLY MATERIAL (BEEFM 2023). Doumbouya,L., et al. (2016). Adoption of the Building Information Modeling (BIM) for Construction Project Effectiveness: The Review of BIM Benefits. Koroteev, D.D., Koreneva, A.I. & Kolupaev, N.Y. (2022). The application of additive manufacturing technologies in the construction industry by the example of 3D-model design and printing. AIP conference proceedings, 2559(1):. Olaonipekun Toyin,J. (2022). AN APPRAISAL OF BUILDING INFORMATION MODELLING TECHNOLOGY IN BUILDING CONSTRUCTION AND MAINTENANCE IN AFRICA: A CASE OF NIGERIA AND SOUTH AFRICA BY. Zhang,P., et al. (2018). Estimation of carbon efficiency decomposition in materials and potential material savings for China's construction industryElsevier BV. Pages 148. 9. 10. REAL CORP 2024 Proceedings/Tagungsband 15-17 April 2024 – https://www.corp.at Editors: M. Schrenk, V. V. Popovich, P. Zeile, P., Elisei, C. Beyer, J. Ryser, H. R. Kaufmann 16